id: 1 unit: def _create_base_tf_dataset() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 75 LOC McCabe index: 15 number of parameters: 2 id: 2 unit: def progress() file: core/train_pipeline.py start line: 0 end line: 0 size: 59 LOC McCabe index: 20 number of parameters: 2 id: 3 unit: def run() file: projects/home/recap/main.py start line: 0 end line: 0 size: 53 LOC McCabe index: 3 number of parameters: 2 id: 4 unit: def _create_tf_dataset() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 48 LOC McCabe index: 10 number of parameters: 1 id: 5 unit: def compute() file: metrics/auroc.py start line: 0 end line: 0 size: 47 LOC McCabe index: 5 number of parameters: 1 id: 6 unit: def to_batch() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 38 LOC McCabe index: 13 number of parameters: 2 id: 7 unit: def forward() file: projects/twhin/models/models.py start line: 0 end line: 0 size: 35 LOC McCabe index: 7 number of parameters: 2 id: 8 unit: def forward() file: projects/home/recap/model/model_and_loss.py start line: 0 end line: 0 size: 32 LOC McCabe index: 4 number of parameters: 2 id: 9 unit: def maybe_start_dataset_service() file: reader/dds.py start line: 0 end line: 0 size: 31 LOC McCabe index: 5 number of parameters: 0 id: 10 unit: def build_preprocess() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 31 LOC McCabe index: 10 number of parameters: 2 id: 11 unit: def compute_lr() file: optimizers/optimizer.py start line: 0 end line: 0 size: 29 LOC McCabe index: 7 number of parameters: 2 id: 12 unit: def rank_specific() file: ml_logging/torch_logging.py start line: 0 end line: 0 size: 27 LOC McCabe index: 7 number of parameters: 1 id: 13 unit: def build_optimizer() file: projects/twhin/optimizer.py start line: 0 end line: 0 size: 26 LOC McCabe index: 2 number of parameters: 2 id: 14 unit: def progress() file: core/train_pipeline.py start line: 0 end line: 0 size: 25 LOC McCabe index: 5 number of parameters: 2 id: 15 unit: def __call__() file: core/train_pipeline.py start line: 0 end line: 0 size: 25 LOC McCabe index: 7 number of parameters: 3 id: 16 unit: def call() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 25 LOC McCabe index: 9 number of parameters: 4 id: 17 unit: def main() file: machines/get_env.py start line: 0 end line: 0 size: 25 LOC McCabe index: 14 number of parameters: 1 id: 18 unit: def __init__() file: projects/home/recap/model/mask_net.py start line: 0 end line: 0 size: 23 LOC McCabe index: 5 number of parameters: 3 id: 19 unit: def __init__() file: projects/home/recap/model/mlp.py start line: 0 end line: 0 size: 23 LOC McCabe index: 5 number of parameters: 3 id: 20 unit: def checkpoints_iterator() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 23 LOC McCabe index: 7 number of parameters: 3 id: 21 unit: def get_explicit_datetime_inputs_files() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 22 LOC McCabe index: 7 number of parameters: 1 id: 22 unit: def speed_check() file: reader/utils.py start line: 0 end line: 0 size: 20 LOC McCabe index: 6 number of parameters: 4 id: 23 unit: def create_default_pa_to_batch() file: reader/utils.py start line: 0 end line: 0 size: 20 LOC McCabe index: 3 number of parameters: 1 id: 24 unit: def train() file: core/custom_training_loop.py start line: 0 end line: 0 size: 19 LOC McCabe index: 1 number of parameters: 0 id: 25 unit: def loss_fn() file: core/losses.py start line: 0 end line: 0 size: 19 LOC McCabe index: 3 number of parameters: 3 id: 26 unit: def forward() file: projects/twhin/models/models.py start line: 0 end line: 0 size: 19 LOC McCabe index: 1 number of parameters: 2 id: 27 unit: def forward() file: projects/home/recap/model/mask_net.py start line: 0 end line: 0 size: 18 LOC McCabe index: 6 number of parameters: 2 id: 28 unit: def to_batches() file: projects/twhin/data/edges.py start line: 0 end line: 0 size: 18 LOC McCabe index: 2 number of parameters: 1 id: 29 unit: def __init__() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 17 LOC McCabe index: 3 number of parameters: 2 id: 30 unit: def call() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 17 LOC McCabe index: 5 number of parameters: 4 id: 31 unit: def roundrobin() file: reader/utils.py start line: 0 end line: 0 size: 15 LOC McCabe index: 6 number of parameters: 1 id: 32 unit: def get_seg_dense_parse_fn() file: projects/home/recap/data/tfe_parsing.py start line: 0 end line: 0 size: 15 LOC McCabe index: 1 number of parameters: 1 id: 33 unit: def apply_optimizers() file: projects/twhin/models/models.py start line: 0 end line: 0 size: 15 LOC McCabe index: 4 number of parameters: 2 id: 34 unit: def get_global_loss_detached() file: core/losses.py start line: 0 end line: 0 size: 14 LOC McCabe index: 4 number of parameters: 2 id: 35 unit: def get_checkpoints() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 14 LOC McCabe index: 4 number of parameters: 1 id: 36 unit: def only_evaluate() file: core/custom_training_loop.py start line: 0 end line: 0 size: 13 LOC McCabe index: 1 number of parameters: 0 id: 37 unit: def _connect() file: core/train_pipeline.py start line: 0 end line: 0 size: 13 LOC McCabe index: 1 number of parameters: 2 id: 38 unit: def __init__() file: projects/twhin/models/models.py start line: 0 end line: 0 size: 13 LOC McCabe index: 2 number of parameters: 3 id: 39 unit: def setup_and_get_device() file: common/device.py start line: 0 end line: 0 size: 13 LOC McCabe index: 4 number of parameters: 1 id: 40 unit: def mock_pg() file: common/testing_utils.py start line: 0 end line: 0 size: 13 LOC McCabe index: 1 number of parameters: 0 id: 41 unit: def _validate_mtl() file: projects/home/recap/model/config.py start line: 0 end line: 0 size: 12 LOC McCabe index: 6 number of parameters: 2 id: 42 unit: def generate_data() file: projects/home/recap/data/generate_random_data.py start line: 0 end line: 0 size: 12 LOC McCabe index: 1 number of parameters: 2 id: 43 unit: def pa_to_batch() file: projects/twhin/data/edges.py start line: 0 end line: 0 size: 12 LOC McCabe index: 1 number of parameters: 2 id: 44 unit: def get_readers() file: reader/dataset.py start line: 0 end line: 0 size: 11 LOC McCabe index: 2 number of parameters: 1 id: 45 unit: def prepend_transform() file: core/metric_mixin.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 2 id: 46 unit: def forward() file: projects/home/recap/model/entrypoint.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 0 id: 47 unit: def __init__() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 11 LOC McCabe index: 3 number of parameters: 4 id: 48 unit: def call() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 11 LOC McCabe index: 3 number of parameters: 4 id: 49 unit: def call() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 11 LOC McCabe index: 2 number of parameters: 4 id: 50 unit: def main() file: projects/twhin/run.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 1 id: 51 unit: def create_dataset() file: projects/twhin/data/data.py start line: 0 end line: 0 size: 11 LOC McCabe index: 2 number of parameters: 2 id: 52 unit: def forward() file: model.py start line: 0 end line: 0 size: 11 LOC McCabe index: 1 number of parameters: 2 id: 53 unit: def restore() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 11 LOC McCabe index: 2 number of parameters: 2 id: 54 unit: def do_get() file: reader/dataset.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 3 id: 55 unit: def __init__() file: reader/dataset.py start line: 0 end line: 0 size: 10 LOC McCabe index: 1 number of parameters: 3 id: 56 unit: def maybe_distribute_dataset() file: reader/dds.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 1 id: 57 unit: def _add_weights() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 3 id: 58 unit: def get_datetimes() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 1 id: 59 unit: def _add_weights_based_on_sampling_rates() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 3 id: 60 unit: def save() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 10 LOC McCabe index: 2 number of parameters: 2 id: 61 unit: def get_dds_worker_address() file: machines/environment.py start line: 0 end line: 0 size: 10 LOC McCabe index: 3 number of parameters: 0 id: 62 unit: def to_batches() file: reader/dataset.py start line: 0 end line: 0 size: 9 LOC McCabe index: 4 number of parameters: 1 id: 63 unit: def _get_step_fn() file: core/custom_training_loop.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 3 id: 64 unit: def _wait_for_batch() file: core/train_pipeline.py start line: 0 end line: 0 size: 9 LOC McCabe index: 4 number of parameters: 2 id: 65 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 3 id: 66 unit: def _build_single_task_model() file: projects/home/recap/model/entrypoint.py start line: 0 end line: 0 size: 9 LOC McCabe index: 2 number of parameters: 2 id: 67 unit: def _compute_jagged_tensor_from_tensor() file: projects/home/recap/data/util.py start line: 0 end line: 0 size: 9 LOC McCabe index: 2 number of parameters: 1 id: 68 unit: def _init_tensor_spec() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 9 LOC McCabe index: 4 number of parameters: 1 id: 69 unit: def __init__() file: projects/twhin/data/edges.py start line: 0 end line: 0 size: 9 LOC McCabe index: 1 number of parameters: 0 id: 70 unit: def get_optimizer_algorithm_config() file: optimizers/config.py start line: 0 end line: 0 size: 9 LOC McCabe index: 4 number of parameters: 1 id: 71 unit: def get_dds_dispatcher_address() file: machines/environment.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 0 id: 72 unit: def get_flight_server_addresses() file: machines/environment.py start line: 0 end line: 0 size: 9 LOC McCabe index: 3 number of parameters: 0 id: 73 unit: def stable_mean_dist_reduce_fn() file: metrics/aggregation.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 1 id: 74 unit: def __iter__() file: tools/pq.py start line: 0 end line: 0 size: 8 LOC McCabe index: 4 number of parameters: 1 id: 75 unit: def bytes_per_row() file: tools/pq.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 1 id: 76 unit: def _get_unsharded_module_names() file: core/train_pipeline.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 1 id: 77 unit: def __init__() file: core/train_pipeline.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 0 id: 78 unit: def train() file: core/debug_training_loop.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 6 id: 79 unit: def __init__() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 3 id: 80 unit: def _dense_tf_to_torch() file: projects/home/recap/data/util.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 2 id: 81 unit: def __init__() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 0 id: 82 unit: def batch_size() file: common/batch.py start line: 0 end line: 0 size: 8 LOC McCabe index: 4 number of parameters: 1 id: 83 unit: def maybe_run_training() file: common/run_training.py start line: 0 end line: 0 size: 8 LOC McCabe index: 1 number of parameters: 0 id: 84 unit: def main() file: machines/list_ops.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 1 id: 85 unit: def get_dds() file: machines/environment.py start line: 0 end line: 0 size: 8 LOC McCabe index: 3 number of parameters: 0 id: 86 unit: def _create_dataset() file: reader/dataset.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 1 id: 87 unit: def __init__() file: metrics/aggregation.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 2 id: 88 unit: def update() file: metrics/aggregation.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 4 id: 89 unit: def compute() file: metrics/rce.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 1 id: 90 unit: def _compute_helper() file: metrics/auroc.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 0 id: 91 unit: def __init__() file: metrics/auroc.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 4 id: 92 unit: def _head() file: tools/pq.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 1 id: 93 unit: def _run_evaluation() file: core/custom_training_loop.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 0 id: 94 unit: def __init__() file: core/train_pipeline.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 0 id: 95 unit: def _field_data_map() file: core/config/base_config.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 2 id: 96 unit: def load_config_from_yaml() file: core/config/config_load.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 2 id: 97 unit: def _maybe_warn() file: core/losses.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 1 id: 98 unit: def __init__() file: projects/home/recap/optimizer/optimizer.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 0 id: 99 unit: def get_lr() file: projects/home/recap/optimizer/optimizer.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 1 id: 100 unit: def _get_closed_form_lr() file: projects/home/recap/optimizer/optimizer.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 1 id: 101 unit: def create_ranking_model() file: projects/home/recap/model/entrypoint.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 0 id: 102 unit: def forward() file: projects/home/recap/model/mlp.py start line: 0 end line: 0 size: 7 LOC McCabe index: 4 number of parameters: 2 id: 103 unit: def __init__() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 2 id: 104 unit: def _serialize_example() file: projects/home/recap/data/generate_random_data.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 2 id: 105 unit: def embedding_dims_match() file: projects/twhin/models/config.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 2 id: 106 unit: def get_lr() file: optimizers/optimizer.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 1 id: 107 unit: def get_optimizer_class() file: optimizers/optimizer.py start line: 0 end line: 0 size: 7 LOC McCabe index: 4 number of parameters: 1 id: 108 unit: def maybe_setup_tensorflow() file: common/device.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 0 id: 109 unit: def infer_fs() file: common/filesystem/util.py start line: 0 end line: 0 size: 7 LOC McCabe index: 3 number of parameters: 1 id: 110 unit: def get_num_readers() file: machines/environment.py start line: 0 end line: 0 size: 7 LOC McCabe index: 4 number of parameters: 0 id: 111 unit: def _main() file: machines/is_venv.py start line: 0 end line: 0 size: 7 LOC McCabe index: 2 number of parameters: 0 id: 112 unit: def setup_absl_logging() file: ml_logging/absl_logging.py start line: 0 end line: 0 size: 7 LOC McCabe index: 1 number of parameters: 0 id: 113 unit: def distribute_from_dataset_id() file: reader/dds.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 114 unit: def forward() file: metrics/rce.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 3 id: 115 unit: def _connect() file: core/train_pipeline.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 2 id: 116 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 2 id: 117 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 2 id: 118 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 2 id: 119 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 3 id: 120 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 3 id: 121 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 3 id: 122 unit: def _one_of_check() file: core/config/base_config.py start line: 0 end line: 0 size: 6 LOC McCabe index: 4 number of parameters: 2 id: 123 unit: def _at_most_one_of_check() file: core/config/base_config.py start line: 0 end line: 0 size: 6 LOC McCabe index: 4 number of parameters: 2 id: 124 unit: def build_multi_task_loss() file: core/losses.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 125 unit: def update() file: core/metric_mixin.py start line: 0 end line: 0 size: 6 LOC McCabe index: 5 number of parameters: 3 id: 126 unit: def __init__() file: projects/home/recap/model/entrypoint.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 127 unit: def _validate_evaluation_tasks() file: projects/home/recap/data/config.py start line: 0 end line: 0 size: 6 LOC McCabe index: 4 number of parameters: 2 id: 128 unit: def __post_init__() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 6 LOC McCabe index: 5 number of parameters: 1 id: 129 unit: def _chain() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 3 id: 130 unit: def __init__() file: projects/twhin/models/models.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 131 unit: def _lr_from_config() file: projects/twhin/optimizer.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 1 id: 132 unit: def __init__() file: optimizers/optimizer.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 0 id: 133 unit: def log_sharded_tensor_content() file: model.py start line: 0 end line: 0 size: 6 LOC McCabe index: 1 number of parameters: 3 id: 134 unit: def as_dict() file: common/batch.py start line: 0 end line: 0 size: 6 LOC McCabe index: 3 number of parameters: 1 id: 135 unit: def from_schema() file: common/batch.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 2 id: 136 unit: def from_fields() file: common/batch.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 2 id: 137 unit: def get_task_index() file: machines/environment.py start line: 0 end line: 0 size: 6 LOC McCabe index: 2 number of parameters: 0 id: 138 unit: def _validate_columns() file: reader/dataset.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 1 id: 139 unit: def dataloader() file: reader/dataset.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 2 id: 140 unit: def update_mean() file: metrics/aggregation.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 141 unit: def _binary_cross_entropy_with_clipping() file: metrics/rce.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 142 unit: def update() file: metrics/rce.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 143 unit: def update() file: metrics/auroc.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 144 unit: def log_eval_results() file: core/custom_training_loop.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 145 unit: def _to_device() file: core/train_pipeline.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 3 id: 146 unit: def __init__() file: core/train_pipeline.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 147 unit: def forward() file: projects/home/recap/model/mask_net.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 3 id: 148 unit: def __init__() file: projects/home/recap/model/model_and_loss.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 149 unit: def __init__() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 2 id: 150 unit: def _generate_data_main() file: projects/home/recap/data/generate_random_data.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 1 id: 151 unit: def valid_node_types() file: projects/twhin/models/config.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 4 id: 152 unit: def to() file: common/batch.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 3 id: 153 unit: def pin_memory() file: common/batch.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 1 id: 154 unit: def get_torch_snapshot() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 155 unit: def load_snapshot_to_weight() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 156 unit: def wait_for_evaluators() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 5 LOC McCabe index: 1 number of parameters: 0 id: 157 unit: def has_readers() file: machines/environment.py start line: 0 end line: 0 size: 5 LOC McCabe index: 2 number of parameters: 0 id: 158 unit: def __init__() file: reader/dataset.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 3 id: 159 unit: def reset() file: metrics/rce.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 1 id: 160 unit: def _create_dataset() file: tools/pq.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 1 id: 161 unit: def distinct() file: tools/pq.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 1 id: 162 unit: def is_leaf_module() file: core/train_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 3 number of parameters: 3 id: 163 unit: def _start_data_dist() file: core/train_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 164 unit: def _get_node_args_helper() file: core/train_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 165 unit: def _get_unsharded_module_names_helper() file: core/train_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 166 unit: def _rewrite_model() file: core/train_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 167 unit: def _sync_pipeline() file: core/train_pipeline.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 1 id: 168 unit: def __init__() file: core/metric_mixin.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 169 unit: def build_optimizer() file: projects/home/recap/optimizer/optimizer.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 170 unit: def __init__() file: projects/home/recap/model/numeric_calibration.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 171 unit: def _init_weights() file: projects/home/recap/model/mask_net.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 1 id: 172 unit: def __init__() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 173 unit: def _init_weights() file: projects/home/recap/model/mlp.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 1 id: 174 unit: def __init__() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 2 id: 175 unit: def call() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 4 id: 176 unit: def parse_tf_example() file: projects/home/recap/data/tfe_parsing.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 177 unit: def __init__() file: model.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 178 unit: def __repr__() file: common/batch.py start line: 0 end line: 0 size: 4 LOC McCabe index: 3 number of parameters: 1 id: 179 unit: def log_ebc_norms() file: common/log_weights.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 180 unit: def setup_configuration() file: common/utils.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 181 unit: def _substitute() file: common/utils.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 1 id: 182 unit: def __init__() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 4 id: 183 unit: def get_checkpoint() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 4 LOC McCabe index: 1 number of parameters: 0 id: 184 unit: def is_distributed_worker() file: common/run_training.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 0 id: 185 unit: def get_task_type() file: machines/environment.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 0 id: 186 unit: def get_reader_port() file: machines/environment.py start line: 0 end line: 0 size: 4 LOC McCabe index: 2 number of parameters: 0 id: 187 unit: def serve() file: reader/dataset.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 188 unit: def reset() file: metrics/rce.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 189 unit: def __init__() file: core/train_pipeline.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 2 id: 190 unit: def probs_and_labels() file: core/metrics.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 191 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 192 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 193 unit: def transform() file: core/metrics.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 194 unit: def __init__() file: core/metrics.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 195 unit: def __init__() file: core/metrics.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 196 unit: def build_loss() file: core/losses.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 197 unit: def __init__() file: core/metric_mixin.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 198 unit: def __init__() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 3 id: 199 unit: def jagged_tensor_from_tensor() file: projects/home/recap/data/util.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 200 unit: def _gen() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 1 id: 201 unit: def __init__() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 202 unit: def __init__() file: projects/home/recap/data/preprocessors.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 203 unit: def create_tf_example_schema() file: projects/home/recap/data/tfe_parsing.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 204 unit: def mask_mantissa() file: projects/home/recap/data/tfe_parsing.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 2 id: 205 unit: def run() file: projects/twhin/run.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 206 unit: def maybe_shard_model() file: model.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 207 unit: def record_stream() file: common/batch.py start line: 0 end line: 0 size: 3 LOC McCabe index: 2 number of parameters: 2 id: 208 unit: def weights_to_log() file: common/log_weights.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 209 unit: def _read_file() file: common/utils.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 1 id: 210 unit: def __init__() file: common/modules/embedding/embedding.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 211 unit: def forward() file: common/modules/embedding/embedding.py start line: 0 end line: 0 size: 3 LOC McCabe index: 1 number of parameters: 0 id: 212 unit: def pa_to_batch() file: reader/dataset.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 213 unit: def pa_to_torch() file: reader/utils.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 214 unit: def register_dataset() file: reader/dds.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 215 unit: def compute() file: metrics/aggregation.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 216 unit: def _smooth() file: metrics/rce.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 217 unit: def __init__() file: metrics/rce.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 218 unit: def update() file: metrics/rce.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 219 unit: def __init__() file: metrics/rce.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 220 unit: def __init__() file: tools/pq.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 221 unit: def schema() file: tools/pq.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 222 unit: def head() file: tools/pq.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 223 unit: def get_new_iterator() file: core/custom_training_loop.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 224 unit: def progress() file: core/train_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 225 unit: def name() file: core/train_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 226 unit: def args() file: core/train_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 227 unit: def _get_node_args() file: core/train_pipeline.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 228 unit: def __init__() file: core/metrics.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 229 unit: def __init__() file: core/metrics.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 230 unit: def pretty_print() file: core/config/base_config.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 231 unit: def loss_fn() file: core/losses.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 232 unit: def transform() file: core/metric_mixin.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 3 id: 233 unit: def maybe_apply_stratification() file: core/metric_mixin.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 234 unit: def forward() file: projects/home/recap/model/numeric_calibration.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 235 unit: def __init__() file: projects/home/recap/model/mask_net.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 236 unit: def sanitize() file: projects/home/recap/model/entrypoint.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 237 unit: def unsanitize() file: projects/home/recap/model/entrypoint.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 238 unit: def log_transform() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 239 unit: def forward() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 240 unit: def forward() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 241 unit: def __init__() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 242 unit: def forward() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 243 unit: def forward() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 244 unit: def forward() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 245 unit: def forward() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 246 unit: def build_features_preprocessor() file: projects/home/recap/model/feature_transform.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 247 unit: def shared_size() file: projects/home/recap/model/mlp.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 248 unit: def out_features() file: projects/home/recap/model/mlp.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 249 unit: def keyed_tensor_from_tensors_dict() file: projects/home/recap/data/util.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 250 unit: def keyed_jagged_tensor_from_tensors_dict() file: projects/home/recap/data/util.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 251 unit: def _tf_to_numpy() file: projects/home/recap/data/util.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 252 unit: def sparse_or_dense_tf_to_torch() file: projects/home/recap/data/util.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 253 unit: def _map_output_for_inference() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 254 unit: def _map_output_for_train_eval() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 255 unit: def to_dataloader() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 256 unit: def __iter__() file: projects/home/recap/data/dataset.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 257 unit: def _generate_random_example() file: projects/home/recap/data/generate_random_data.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 258 unit: def _float_feature() file: projects/home/recap/data/generate_random_data.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 259 unit: def _int64_feature() file: projects/home/recap/data/generate_random_data.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 260 unit: def make_mantissa_mask() file: projects/home/recap/data/tfe_parsing.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 261 unit: def create_metrics() file: projects/twhin/metrics.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 262 unit: def _to_kjt() file: projects/twhin/data/edges.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 263 unit: def _get_closed_form_lr() file: optimizers/optimizer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 2 number of parameters: 1 id: 264 unit: def build_optimizer() file: optimizers/optimizer.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 265 unit: def as_dict() file: common/batch.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 266 unit: def feature_names() file: common/batch.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 267 unit: def as_dict() file: common/batch.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 268 unit: def is_local_fs() file: common/filesystem/util.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 269 unit: def is_gcs_fs() file: common/filesystem/util.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 270 unit: def step() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 271 unit: def step() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 272 unit: def walltime() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 273 unit: def walltime() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 274 unit: def _eval_subdir() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 275 unit: def _eval_done_path() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 276 unit: def is_done_eval() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 277 unit: def mark_done_eval() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 2 id: 278 unit: def step_from_checkpoint() file: common/checkpointing/snapshot.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 1 id: 279 unit: def on_kf() file: machines/environment.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 280 unit: def is_chief() file: machines/environment.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 281 unit: def is_reader() file: machines/environment.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 282 unit: def is_dispatcher() file: machines/environment.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 283 unit: def get_dds_journaling_dir() file: machines/environment.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0 id: 284 unit: def is_venv() file: machines/is_venv.py start line: 0 end line: 0 size: 2 LOC McCabe index: 1 number of parameters: 0